{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "45f2fb3e-5104-456f-8cad-b3d415c3253a",
   "metadata": {},
   "source": [
    "Chapter 24\n",
    "\n",
    "# DBSCAN聚类\n",
    "Book_7《机器学习》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "15d68c76-6e50-4c24-ad19-2059639ef928",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import cluster, datasets\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from itertools import cycle, islice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "58ced2de-cb7c-4491-bc23-c0ec6d05aa10",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(0)\n",
    "\n",
    "n_samples = 500\n",
    "\n",
    "dataset = datasets.make_circles(n_samples=n_samples, factor=.5,noise=.05)\n",
    "\n",
    "X, y = dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3db396b0-c4e9-422d-9506-dcd2b0d00b9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# normalize dataset\n",
    "X = StandardScaler().fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "109dba89-bf67-4bab-b639-13608ff06d80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for eps in np.array([0.1,0.2,0.4,0.6]):\n",
    "    \n",
    "    dbscan = cluster.DBSCAN(eps=eps,min_samples=10)\n",
    "\n",
    "    y_pred = dbscan.fit_predict(X)\n",
    "\n",
    "    fig, ax = plt.subplots()\n",
    "\n",
    "    colors = np.array(list(islice(cycle(['#377eb8', '#ff7f00', '#4daf4a',\n",
    "                                         '#f781bf', '#a65628', '#984ea3',\n",
    "                                         '#999999', '#e41a1c', '#dede00']),\n",
    "                                  int(max(y_pred) + 1))))\n",
    "    # 增加黑色\n",
    "    colors = np.append(colors, [\"#000000\"])\n",
    "    # 绘制散点图\n",
    "    plt.scatter(X[:, 0], X[:, 1], s=10, color=colors[y_pred])\n",
    "    \n",
    "    plt.title('eps = %0.2f' % eps)\n",
    "    plt.xlim(-2.5, 2.5)\n",
    "    plt.ylim(-2.5, 2.5)\n",
    "    plt.xticks(())\n",
    "    plt.yticks(())\n",
    "    plt.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
